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Stack Overflow Dev Survey 2026

Did you switch AI tools in the past year?

Our analysis

Two-thirds switched tools during the year. Output quality is the largest reason at 25%, well ahead of integration (7%), cost (6%), security (2%), or model access (2%).
Did you switch AI tools in the past year?All Respondents · n = 13,144All RespondentsDid you switch AI tools in the past year?No34%Better output quality25%My organization required it11%Better integration7%Yes — lower cost6%Better agent support4%Another reason4%The old tool became limited3%Better security or privacy2%A preferred model2%For a specific feature1%Don't use AI for work1%13,144Data licensed under Open Database License (ODbL) 1.0
All Respondents · n = 13,144
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Question

In the past year, have you switched from one AI tool to another for work? If yes, what was the primary reason?
  • single select
  • Optional
  • v2026.1

Data

RespondentsPercent
No4,42333.7%
Yes — better output quality3,30525.1%
Yes — my organization required or recommended a different tool1,39410.6%
Yes — better integration with my workflow or development environment9757.4%
Yes — lower cost8356.4%
Yes — better support for agents, automation, or coding workflows4873.7%
Yes — another reason (write in)4663.6%
Yes — the previous tool became too expensive, limited, or unavailable4333.3%
Yes — better security, privacy, or compliance2832.2%
Yes — access to a preferred model or provider2802.1%
Yes — for a specific feature1791.4%
Not applicable — I do not use AI tools for work840.6%

Use this data

Response data is released under the ODbL 1.0, which asks that you attribute it.

Structured for code, with the question, the year and the source url alongside the numbers.

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